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ResearchFormerly WizWand

Out-of-Distribution Detection on MSMARCO (clean)

94.5AccuracyODIN
80.35684.02887.791.372Aug 4, 2025
Updated 4mo ago

Evaluation results

MethodLinks
ODINm=7682025.0894.5
SVMFeature-selection criterion=p-values, m=1362025.0893.5
kNNm=7682025.0893.5
LogRegFeature-selection criterion=p-values, m=1252025.0893.3
SVMFeature-selection criterion=EVR, m=1432025.0893
LogRegFeature-selection criterion=EVR, m=1402025.0892.5
Mahalanobism=7682025.0892.1
GMMFeature-selection criterion=p-values, m=652025.0891.7
ϵ-ballFeature-selection criterion=EVR, m=72025.0889.6
GMMFeature-selection criterion=EVR, m=402025.0889.1
ϵ-cubeFeature-selection criterion=EVR, m=62025.0889
ϵ-ballFeature-selection criterion=p-values, m=132025.0887.6
ϵ-rectFeature-selection criterion=EVR, m=42025.0886.9
ϵ-cubeFeature-selection criterion=p-values, m=152025.0886.9
ViMm=7682025.0881.3
ϵ-rectFeature-selection criterion=p-values, m=52025.0880.9